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FiberTune: Preserving Action-Fiber Visual Residuals in Vision-Language-Action Fine-Tuning

Lin, Haihao et al.
arXiv (OAI Expanded) · Papers
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computer-vision-and-pattern-recognitionrobotics
Action-supervised fine-tuning of vision-language-action (VLA) policies fits demonstrations effectively but constrains only the directions that change predicted actions, leaving visual structure consistent across action-equivalent states free to collapse. We formalize this as residual visual collapse
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